When is the best time to run the improve-expertise skill?

It is recommended to run this skill after every 'Act' step—such as building a new feature or fixing a bug—to ensure the AI learns from the changes immediately.

How does the 'check-git-diff' flag help?

When set to true, the skill focuses only on recent changes in the repository, making the synchronization process faster and more relevant to your current work.

What is an expertise file in this context?

An expertise file is a YAML document stored in the .claude/commands/experts directory that serves as the AI's ground truth for a specific technical domain.

Why is there a 1,000-line limit for expertise files?

The limit ensures that the expert's mental model remains concise enough to fit into the AI's context window without displacing critical task-specific information.

Expert Model Synchronizer

Name: Expert Model Synchronizer
Author: melodic-software

bymelodic-software

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Aprendizaje y Documentación

Synchronizes AI expert mental models with the current codebase to maintain accurate documentation and high-fidelity domain guidance.

The Expert Model Synchronizer is a specialized utility designed to automate the 'Learn' phase of the Act-Learn-Reuse workflow. By running a self-improvement cycle on domain-specific expertise files, it identifies discrepancies between an agent's mental model and the actual source code. The skill analyzes git diffs or performs full repository scans to update YAML expertise files, ensuring that the AI's context remains accurate while enforcing a 1,000-line limit to optimize performance and prevent context window bloat.

Características Principales

01Git diff integration for targeted updates

0238 GitHub stars

03Cross-validation of functions and file structures

04Automated codebase-to-expertise synchronization

05Expertise health reporting and metric tracking

06Strict line-limit enforcement for model efficiency

Casos de Uso

01Validating AI agent expertise files before starting a major planning phase

02Preventing mental model drift during long-term project maintenance

03Updating domain-specific guidance after a major refactor or feature implementation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add melodic-software/claude-code-plugins improve-expertise

For use in Claude.ai and ChatGPT

Download Skill